White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Full extent, all covariates (u and v become vel_mag), evaluated using true skill statistic (tss)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9536741 | 0.9302308 | 0.9979074 | 0.9763939 |
| bt | 0.8258786 | 0.9766062 | 0.8393235 | 0.5175649 |
| maxnet | 0.6253994 | 0.9657655 | 0.7545367 | 0.4028656 |
| gam | NA | NA | NA | 0.4038977 |
| glm | NA | NA | NA | 0.4028549 |
Variable Importance
